EDA report

Dataset statistics

Number of variables	12
Number of observations	124494
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	11.4 MiB
Average record size in memory	96.0 B

Variable types

DateTime	1
Text	1
Categorical	1
Numeric	9

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`attribute7` is highly overall correlated with `attribute8`	High correlation
`attribute8` is highly overall correlated with `attribute7`	High correlation
`failure` is highly imbalanced (99.0%)	Imbalance
`attribute2` is highly skewed (γ1 = 23.8579234)	Skewed
`attribute3` is highly skewed (γ1 = 82.712278)	Skewed
`attribute4` is highly skewed (γ1 = 41.50261118)	Skewed
`attribute7` is highly skewed (γ1 = 73.47645637)	Skewed
`attribute8` is highly skewed (γ1 = 73.47645637)	Skewed
`attribute9` is highly skewed (γ1 = 49.89927809)	Skewed
`attribute2` has 118110 (94.9%) zeros	Zeros
`attribute3` has 115359 (92.7%) zeros	Zeros
`attribute4` has 115156 (92.5%) zeros	Zeros
`attribute7` has 123036 (98.8%) zeros	Zeros
`attribute8` has 123036 (98.8%) zeros	Zeros
`attribute9` has 97358 (78.2%) zeros	Zeros

Reproduction

Analysis started	2024-10-21 05:31:21.339675
Analysis finished	2024-10-21 05:31:31.557530
Duration	10.22 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

date
Date

Distinct	304
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	972.7 KiB

Minimum	2015-01-01 00:00:00
Maximum	2015-11-02 00:00:00

Histogram with fixed size bins (bins=50)

device
Text

Distinct	1169
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	972.7 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	995952
Distinct characters	34
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	S1F01085
2nd row	S1F01085
3rd row	S1F01085
4th row	S1F01085
5th row	S1F01085

Value	Count	Frequency (%)
z1f0gb8a	304	0.2%
z1f0ge1m	304	0.2%
w1f0jy02	304	0.2%
z1f0ma1s	304	0.2%
w1f0sjj2	304	0.2%
z1f0qk05	304	0.2%
w1f0feh7	304	0.2%
w1f0jh87	304	0.2%
s1f0h6jg	304	0.2%
s1f0gpxy	304	0.2%
Other values (1159)	121454	97.6%

Most occurring characters

Value	Count	Frequency (%)
1	191997	19.3%
F	138461	13.9%
0	91213	9.2%
S	76253	7.7%
W	54973	5.5%
Z	39881	4.0%
L	25058	2.5%
3	23981	2.4%
K	18757	1.9%
B	17806	1.8%
Other values (24)	317572	31.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	995952	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	191997	19.3%
F	138461	13.9%
0	91213	9.2%
S	76253	7.7%
W	54973	5.5%
Z	39881	4.0%
L	25058	2.5%
3	23981	2.4%
K	18757	1.9%
B	17806	1.8%
Other values (24)	317572	31.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	995952	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	191997	19.3%
F	138461	13.9%
0	91213	9.2%
S	76253	7.7%
W	54973	5.5%
Z	39881	4.0%
L	25058	2.5%
3	23981	2.4%
K	18757	1.9%
B	17806	1.8%
Other values (24)	317572	31.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	995952	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	191997	19.3%
F	138461	13.9%
0	91213	9.2%
S	76253	7.7%
W	54973	5.5%
Z	39881	4.0%
L	25058	2.5%
3	23981	2.4%
K	18757	1.9%
B	17806	1.8%
Other values (24)	317572	31.9%

failure
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	972.7 KiB

0	124388
1	106

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	124494
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	124494	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	124494	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	124494	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	124388	99.9%
1	106	0.1%

attribute1
Real number (ℝ)

Distinct	123877
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.223881 × 10⁸

Minimum	0
Maximum	2.4414048 × 10⁸
Zeros	11
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	12090104
Q1	61284762
median	1.2279739 × 10⁸
Q3	1.8330964 × 10⁸
95-th percentile	2.3187385 × 10⁸
Maximum	2.4414048 × 10⁸
Range	2.4414048 × 10⁸
Interquartile range (IQR)	1.2202488 × 10⁸

Descriptive statistics

Standard deviation	70459334
Coefficient of variation (CV)	0.57570411
Kurtosis	-1.1993057
Mean	1.223881 × 10⁸
Median Absolute Deviation (MAD)	61032236
Skewness	-0.011142964
Sum	1.5236585 × 10¹³
Variance	4.9645178 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57192360	26	< 0.1%
89196552	26	< 0.1%
165048912	26	< 0.1%
169490248	23	< 0.1%
12194976	15	< 0.1%
169467344	15	< 0.1%
89162648	15	< 0.1%
165040624	15	< 0.1%
57180136	15	< 0.1%
89179832	13	< 0.1%
Other values (123867)	124305	99.8%

Value	Count	Frequency (%)
0	11	< 0.1%
2048	1	< 0.1%
2056	2	< 0.1%
2168	1	< 0.1%
3784	1	< 0.1%
4224	1	< 0.1%
4480	1	< 0.1%
4560	1	< 0.1%
8280	1	< 0.1%
8616	1	< 0.1%

Value	Count	Frequency (%)
244140480	1	< 0.1%
244138600	1	< 0.1%
244136552	1	< 0.1%
244135688	1	< 0.1%
244133240	1	< 0.1%
244132936	1	< 0.1%
244132752	1	< 0.1%
244131712	1	< 0.1%
244129416	1	< 0.1%
244127840	1	< 0.1%

attribute2
Real number (ℝ)

Skewed Zeros

Distinct	558
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	159.48476

Minimum	0
Maximum	64968
Zeros	118110
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8
Maximum	64968
Range	64968
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2179.6577
Coefficient of variation (CV)	13.666871
Kurtosis	626.82057
Mean	159.48476
Median Absolute Deviation (MAD)	0
Skewness	23.857923
Sum	19854896
Variance	4750907.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	118110	94.9%
2344	281	0.2%
8	260	0.2%
24	254	0.2%
40	201	0.2%
4960	175	0.1%
424	169	0.1%
16	166	0.1%
88	152	0.1%
552	140	0.1%
Other values (548)	4586	3.7%

Value	Count	Frequency (%)
0	118110	94.9%
8	260	0.2%
16	166	0.1%
24	254	0.2%
32	132	0.1%
40	201	0.2%
48	90	0.1%
56	104	0.1%
64	26	< 0.1%
72	35	< 0.1%

Value	Count	Frequency (%)
64968	1	< 0.1%
64792	7	< 0.1%
64784	11	< 0.1%
64776	8	< 0.1%
64736	13	< 0.1%
64728	13	< 0.1%
64584	17	< 0.1%
64472	1	< 0.1%
64464	1	< 0.1%
62296	1	< 0.1%

attribute3
Real number (ℝ)

Skewed Zeros

Distinct	47
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.940455

Minimum	0
Maximum	24929
Zeros	115359
Zeros (%)	92.7%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	24929
Range	24929
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	185.74732
Coefficient of variation (CV)	18.685998
Kurtosis	10473.588
Mean	9.940455
Median Absolute Deviation (MAD)	0
Skewness	82.712278
Sum	1237527
Variance	34502.067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	115359	92.7%
1	3274	2.6%
2	749	0.6%
7	298	0.2%
34	293	0.2%
5	278	0.2%
21	269	0.2%
4	268	0.2%
9	262	0.2%
8	251	0.2%
Other values (37)	3193	2.6%

Value	Count	Frequency (%)
0	115359	92.7%
1	3274	2.6%
2	749	0.6%
3	113	0.1%
4	268	0.2%
5	278	0.2%
7	298	0.2%
8	251	0.2%
9	262	0.2%
10	241	0.2%

Value	Count	Frequency (%)
24929	4	< 0.1%
2693	179	0.1%
2112	6	< 0.1%
1331	240	0.2%
1326	5	< 0.1%
1162	1	< 0.1%
406	84	0.1%
382	5	< 0.1%
377	6	< 0.1%
323	6	< 0.1%

attribute4
Real number (ℝ)

Skewed Zeros

Distinct	115
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7411201

Minimum	0
Maximum	1666
Zeros	115156
Zeros (%)	92.5%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6
Maximum	1666
Range	1666
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22.908507
Coefficient of variation (CV)	13.157339
Kurtosis	2467.9628
Mean	1.7411201
Median Absolute Deviation (MAD)	0
Skewness	41.502611
Sum	216759
Variance	524.79967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115156	92.5%
6	3681	3.0%
1	889	0.7%
2	711	0.6%
3	466	0.4%
12	454	0.4%
4	359	0.3%
10	294	0.2%
112	245	0.2%
5	231	0.2%
Other values (105)	2008	1.6%

Value	Count	Frequency (%)
0	115156	92.5%
1	889	0.7%
2	711	0.6%
3	466	0.4%
4	359	0.3%
5	231	0.2%
6	3681	3.0%
7	175	0.1%
8	170	0.1%
9	45	< 0.1%

Value	Count	Frequency (%)
1666	9	< 0.1%
1074	6	< 0.1%
1033	3	< 0.1%
841	1	< 0.1%
763	1	< 0.1%
533	1	< 0.1%
529	4	< 0.1%
521	6	< 0.1%
487	18	< 0.1%
486	15	< 0.1%

attribute5
Real number (ℝ)

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.222669

Minimum	1
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	8
median	10
Q3	12
95-th percentile	58
Maximum	98
Range	97
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	15.943028
Coefficient of variation (CV)	1.1209589
Kurtosis	12.152135
Mean	14.222669
Median Absolute Deviation (MAD)	2
Skewness	3.4836794
Sum	1770637
Variance	254.18014
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	22145	17.8%
9	13597	10.9%
11	12792	10.3%
10	11480	9.2%
7	11271	9.1%
12	9843	7.9%
6	8542	6.9%
13	6006	4.8%
14	3517	2.8%
5	3429	2.8%
Other values (50)	21872	17.6%

Value	Count	Frequency (%)
1	173	0.1%
2	203	0.2%
3	815	0.7%
4	933	0.7%
5	3429	2.8%
6	8542	6.9%
7	11271	9.1%
8	22145	17.8%
9	13597	10.9%
10	11480	9.2%

Value	Count	Frequency (%)
98	224	0.2%
95	672	0.5%
94	224	0.2%
92	448	0.4%
91	215	0.2%
90	357	0.3%
89	224	0.2%
78	224	0.2%
70	224	0.2%
68	448	0.4%

attribute6
Real number (ℝ)

Distinct	44838
Distinct (%)	36.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	260172.66

Minimum	8
Maximum	689161
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	8
5-th percentile	46
Q1	221452
median	249799.5
Q3	310266
95-th percentile	443047.8
Maximum	689161
Range	689153
Interquartile range (IQR)	88814

Descriptive statistics

Standard deviation	99151.079
Coefficient of variation (CV)	0.38109723
Kurtosis	1.9077772
Mean	260172.66
Median Absolute Deviation (MAD)	35382.5
Skewness	-0.37528461
Sum	3.2389935 × 10¹⁰
Variance	9.8309364 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	777	0.6%
44	708	0.6%
27	636	0.5%
26	520	0.4%
29	441	0.4%
36	337	0.3%
35	290	0.2%
52	282	0.2%
45	246	0.2%
28	216	0.2%
Other values (44828)	120041	96.4%

Value	Count	Frequency (%)
8	19	< 0.1%
9	172	0.1%
12	51	< 0.1%
18	36	< 0.1%
19	30	< 0.1%
20	6	< 0.1%
21	58	< 0.1%
23	71	0.1%
24	123	0.1%
25	184	0.1%

Value	Count	Frequency (%)
689161	1	< 0.1%
689062	1	< 0.1%
689035	1	< 0.1%
688964	1	< 0.1%
688952	2	< 0.1%
687901	1	< 0.1%
687802	1	< 0.1%
687775	1	< 0.1%
687706	1	< 0.1%
687694	2	< 0.1%

attribute7
Real number (ℝ)

High correlation Skewed Zeros

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29252815

Minimum	0
Maximum	832
Zeros	123036
Zeros (%)	98.8%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	832
Range	832
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.436924
Coefficient of variation (CV)	25.422934
Kurtosis	6876.273
Mean	0.29252815
Median Absolute Deviation (MAD)	0
Skewness	73.476456
Sum	36418
Variance	55.307838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	123036	98.8%
8	793	0.6%
16	397	0.3%
24	65	0.1%
48	36	< 0.1%
32	35	< 0.1%
128	23	< 0.1%
40	20	< 0.1%
176	20	< 0.1%
6	13	< 0.1%
Other values (18)	56	< 0.1%

Value	Count	Frequency (%)
0	123036	98.8%
6	13	< 0.1%
8	793	0.6%
16	397	0.3%
22	2	< 0.1%
24	65	0.1%
32	35	< 0.1%
40	20	< 0.1%
48	36	< 0.1%
56	6	< 0.1%

Value	Count	Frequency (%)
832	2	< 0.1%
744	1	< 0.1%
736	4	< 0.1%
496	1	< 0.1%
424	1	< 0.1%
312	5	< 0.1%
272	2	< 0.1%
240	1	< 0.1%
216	1	< 0.1%
176	20	< 0.1%

attribute8
Real number (ℝ)

High correlation Skewed Zeros

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29252815

Minimum	0
Maximum	832
Zeros	123036
Zeros (%)	98.8%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	832
Range	832
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.436924
Coefficient of variation (CV)	25.422934
Kurtosis	6876.273
Mean	0.29252815
Median Absolute Deviation (MAD)	0
Skewness	73.476456
Sum	36418
Variance	55.307838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	123036	98.8%
8	793	0.6%
16	397	0.3%
24	65	0.1%
48	36	< 0.1%
32	35	< 0.1%
128	23	< 0.1%
40	20	< 0.1%
176	20	< 0.1%
6	13	< 0.1%
Other values (18)	56	< 0.1%

Value	Count	Frequency (%)
0	123036	98.8%
6	13	< 0.1%
8	793	0.6%
16	397	0.3%
22	2	< 0.1%
24	65	0.1%
32	35	< 0.1%
40	20	< 0.1%
48	36	< 0.1%
56	6	< 0.1%

Value	Count	Frequency (%)
832	2	< 0.1%
744	1	< 0.1%
736	4	< 0.1%
496	1	< 0.1%
424	1	< 0.1%
312	5	< 0.1%
272	2	< 0.1%
240	1	< 0.1%
216	1	< 0.1%
176	20	< 0.1%

attribute9
Real number (ℝ)

Skewed Zeros

Distinct	65
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.451524

Minimum	0
Maximum	18701
Zeros	97358
Zeros (%)	78.2%
Negative	0
Negative (%)	0.0%
Memory size	972.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	11
Maximum	18701
Range	18701
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	191.42562
Coefficient of variation (CV)	15.37367
Kurtosis	4050.1905
Mean	12.451524
Median Absolute Deviation (MAD)	0
Skewness	49.899278
Sum	1550140
Variance	36643.769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	97358	78.2%
1	9436	7.6%
2	3722	3.0%
3	2327	1.9%
4	1396	1.1%
6	797	0.6%
7	774	0.6%
5	735	0.6%
8	733	0.6%
10	641	0.5%
Other values (55)	6575	5.3%

Value	Count	Frequency (%)
0	97358	78.2%
1	9436	7.6%
2	3722	3.0%
3	2327	1.9%
4	1396	1.1%
5	735	0.6%
6	797	0.6%
7	774	0.6%
8	733	0.6%
9	335	0.3%

Value	Count	Frequency (%)
18701	5	< 0.1%
10137	4	< 0.1%
7226	5	< 0.1%
2794	6	< 0.1%
2637	84	0.1%
2522	179	0.1%
2270	5	< 0.1%
2269	1	< 0.1%
1864	5	< 0.1%
1165	118	0.1%

	attribute1	attribute2	attribute3	attribute4	attribute5	attribute6	attribute7	attribute8	attribute9	failure
attribute1	1.000	-0.001	0.002	0.002	-0.005	-0.003	-0.002	-0.002	-0.003	0.009
attribute2	-0.001	1.000	-0.019	0.225	-0.027	-0.077	0.109	0.109	-0.029	0.096
attribute3	0.002	-0.019	1.000	0.121	0.107	0.070	-0.010	-0.010	0.390	0.000
attribute4	0.002	0.225	0.121	1.000	-0.021	0.012	0.163	0.163	0.049	0.112
attribute5	-0.005	-0.027	0.107	-0.021	1.000	0.084	-0.020	-0.020	0.034	0.007
attribute6	-0.003	-0.077	0.070	0.012	0.084	1.000	-0.016	-0.016	0.090	0.012
attribute7	-0.002	0.109	-0.010	0.163	-0.020	-0.016	1.000	1.000	-0.018	0.114
attribute8	-0.002	0.109	-0.010	0.163	-0.020	-0.016	1.000	1.000	-0.018	0.114
attribute9	-0.003	-0.029	0.390	0.049	0.034	0.090	-0.018	-0.018	1.000	0.000
failure	0.009	0.096	0.000	0.112	0.007	0.012	0.114	0.114	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	date	device	attribute1	attribute2	attribute4	attribute5	attribute6	attribute9
0	2015-01-01	S1F01085	215630672	56	52	6	407438	7
1	2015-01-02	S1F01085	1650864	56	52	6	407438	7
2	2015-01-03	S1F01085	124017368	56	52	6	407438	7
3	2015-01-04	S1F01085	128073224	56	52	6	407439	7
4	2015-01-05	S1F01085	97393448	56	52	6	408114	7
5	2015-01-06	S1F01085	128832128	56	52	6	409404	7
6	2015-05-06	S1F013BB	14533968	0	0	5	688952	0
7	2015-05-07	S1F013BB	46202296	0	0	5	688952	0
8	2015-05-08	S1F013BB	214383720	0	0	5	688964	0
9	2015-05-09	S1F013BB	243346080	0	0	5	689035	0

	date	device	attribute1	attribute5	attribute6
124484	2015-03-28	Z1F2PBHX	188825472	5	162645
124485	2015-03-29	Z1F2PBHX	122551216	5	162645
124486	2015-03-30	Z1F2PBHX	110488384	5	162645
124487	2015-03-31	Z1F2PBHX	121368976	5	162645
124488	2015-04-01	Z1F2PBHX	232559640	5	162645
124489	2015-04-02	Z1F2PBHX	180917784	5	162645
124490	2015-04-03	Z1F2PBHX	33952520	5	162645
124491	2015-04-04	Z1F2PBHX	59053184	5	162645
124492	2015-04-05	Z1F2PBHX	110545440	5	163047
124493	2015-04-06	Z1F2PBHX	130522432	5	164020

Most frequently occurring

	date	device	failure	attribute1	attribute2	attribute3	attribute4	attribute5	attribute6	attribute7	attribute8	attribute9	# duplicates
0	2015-07-10	S1F0R4Q8	0	192721392	0	0	0	8	213700	0	0	0	2

Overview

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring